Dataset statistics
| Number of variables | 19 |
|---|---|
| Number of observations | 20713 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 192 |
| Duplicate rows (%) | 0.9% |
| Total size in memory | 3.0 MiB |
| Average record size in memory | 152.0 B |
Variable types
| Numeric | 12 |
|---|---|
| Categorical | 7 |
| Dataset has 192 (0.9%) duplicate rows | Duplicates |
latitude is highly overall correlated with zipcode | High correlation |
livingspace is highly overall correlated with price_display | High correlation |
longitude is highly overall correlated with zipcode | High correlation |
number_of_rooms is highly overall correlated with object_category and 2 other fields | High correlation |
object_category is highly overall correlated with number_of_rooms and 2 other fields | High correlation |
object_type is highly overall correlated with number_of_rooms and 1 other fields | High correlation |
price_display is highly overall correlated with livingspace and 2 other fields | High correlation |
price_display_type is highly overall correlated with price_unit | High correlation |
price_unit is highly overall correlated with price_display_type | High correlation |
year_built is highly overall correlated with year_renovated | High correlation |
year_renovated is highly overall correlated with year_built | High correlation |
zipcode is highly overall correlated with latitude and 1 other fields | High correlation |
price_display_type is highly imbalanced (72.9%) | Imbalance |
price_unit is highly imbalanced (88.0%) | Imbalance |
is_temporary is highly imbalanced (65.2%) | Imbalance |
is_selling_furniture is highly imbalanced (83.8%) | Imbalance |
reserved is highly imbalanced (99.6%) | Imbalance |
livingspace is highly skewed (γ1 = 117.2959326) | Skewed |
object_category has 11393 (55.0%) zeros | Zeros |
number_of_rooms has 7538 (36.4%) zeros | Zeros |
floor has 7061 (34.1%) zeros | Zeros |
year_built has 365 (1.8%) zeros | Zeros |
year_renovated has 895 (4.3%) zeros | Zeros |
livingspace has 5960 (28.8%) zeros | Zeros |
Reproduction
| Analysis started | 2024-07-04 08:19:52.747591 |
|---|---|
| Analysis finished | 2024-07-04 08:20:23.268898 |
| Duration | 30.52 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
object_category
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.3061845 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 11393 |
| Zeros (%) | 55.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 5 |
| 95-th percentile | 8 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 2.7410814 |
|---|---|
| Coefficient of variation (CV) | 1.1885785 |
| Kurtosis | -0.95658547 |
| Mean | 2.3061845 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.64872885 |
| Sum | 47768 |
| Variance | 7.5135273 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0 | 11393 | |
| 5 | 3751 | 18.1% |
| 4 | 3302 | 15.9% |
| 8 | 1666 | 8.0% |
| 3 | 331 | 1.6% |
| 7 | 186 | 0.9% |
| 2 | 78 | 0.4% |
| 6 | 4 | < 0.1% |
| 1 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 11393 | |
| 1 | 2 | < 0.1% |
| 2 | 78 | 0.4% |
| 3 | 331 | 1.6% |
| 4 | 3302 | 15.9% |
| 5 | 3751 | 18.1% |
| 6 | 4 | < 0.1% |
| 7 | 186 | 0.9% |
| 8 | 1666 | 8.0% |
| Value | Count | Frequency (%) |
| 8 | 1666 | 8.0% |
| 7 | 186 | 0.9% |
| 6 | 4 | < 0.1% |
| 5 | 3751 | 18.1% |
| 4 | 3302 | 15.9% |
| 3 | 331 | 1.6% |
| 2 | 78 | 0.4% |
| 1 | 2 | < 0.1% |
| 0 | 11393 |
object_type
Real number (ℝ)
HIGH CORRELATION
| Distinct | 59 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.433496 |
| Minimum | 0 |
|---|---|
| Maximum | 58 |
| Zeros | 27 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 16 |
| Q3 | 37 |
| 95-th percentile | 48 |
| Maximum | 58 |
| Range | 58 |
| Interquartile range (IQR) | 35 |
Descriptive statistics
| Standard deviation | 18.112954 |
|---|---|
| Coefficient of variation (CV) | 0.93204817 |
| Kurtosis | -1.3808476 |
| Mean | 19.433496 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.39972422 |
| Sum | 402526 |
| Variance | 328.07912 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 9318 | |
| 27 | 2245 | 10.8% |
| 37 | 1712 | 8.3% |
| 47 | 1666 | 8.0% |
| 25 | 1126 | 5.4% |
| 39 | 982 | 4.7% |
| 14 | 610 | 2.9% |
| 53 | 400 | 1.9% |
| 16 | 357 | 1.7% |
| 21 | 301 | 1.5% |
| Other values (49) | 1996 | 9.6% |
| Value | Count | Frequency (%) |
| 0 | 27 | 0.1% |
| 1 | 2 | < 0.1% |
| 2 | 9318 | |
| 3 | 12 | 0.1% |
| 4 | 38 | 0.2% |
| 5 | 7 | < 0.1% |
| 6 | 3 | < 0.1% |
| 7 | 225 | 1.1% |
| 8 | 1 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 58 | 12 | 0.1% |
| 57 | 20 | 0.1% |
| 56 | 4 | < 0.1% |
| 55 | 20 | 0.1% |
| 54 | 127 | 0.6% |
| 53 | 400 | |
| 52 | 1 | < 0.1% |
| 51 | 38 | 0.2% |
| 50 | 241 | |
| 49 | 103 | 0.5% |
price_display
Real number (ℝ)
HIGH CORRELATION
| Distinct | 2778 |
|---|---|
| Distinct (%) | 13.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1581.3384 |
| Minimum | 1 |
|---|---|
| Maximum | 62539 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 81 |
| Q1 | 398 |
| median | 1460 |
| Q3 | 2141 |
| 95-th percentile | 3812.4 |
| Maximum | 62539 |
| Range | 62538 |
| Interquartile range (IQR) | 1743 |
Descriptive statistics
| Standard deviation | 1534.7229 |
|---|---|
| Coefficient of variation (CV) | 0.9705215 |
| Kurtosis | 145.79752 |
| Mean | 1581.3384 |
| Median Absolute Deviation (MAD) | 810 |
| Skewness | 6.0571686 |
| Sum | 32754262 |
| Variance | 2355374.4 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 120 | 448 | 2.2% |
| 130 | 375 | 1.8% |
| 150 | 361 | 1.7% |
| 100 | 255 | 1.2% |
| 140 | 215 | 1.0% |
| 50 | 215 | 1.0% |
| 110 | 187 | 0.9% |
| 1500 | 167 | 0.8% |
| 1400 | 138 | 0.7% |
| 180 | 136 | 0.7% |
| Other values (2768) | 18216 |
| Value | Count | Frequency (%) |
| 1 | 6 | < 0.1% |
| 10 | 9 | < 0.1% |
| 15 | 6 | < 0.1% |
| 20 | 58 | |
| 21 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 25 | 31 | |
| 26 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 28 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 62539 | 1 | |
| 30000 | 1 | |
| 27155 | 1 | |
| 22665 | 1 | |
| 22000 | 1 | |
| 20500 | 1 | |
| 20000 | 1 | |
| 19390 | 1 | |
| 18493 | 1 | |
| 17520 | 1 |
price_display_type
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 161.9 KiB |
| 1 | |
|---|---|
| 0 | 962 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20713 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 19751 | |
| 0 | 962 | 4.6% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 19751 | |
| 0 | 962 | 4.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 19751 | |
| 0 | 962 | 4.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20713 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 19751 | |
| 0 | 962 | 4.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20713 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 19751 | |
| 0 | 962 | 4.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20713 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 19751 | |
| 0 | 962 | 4.6% |
price_unit
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 161.9 KiB |
| 1 | |
|---|---|
| 4 | 962 |
| 0 | 5 |
| 3 | 4 |
| 2 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20713 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 19741 | |
| 4 | 962 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 19741 | |
| 4 | 962 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 19741 | |
| 4 | 962 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20713 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 19741 | |
| 4 | 962 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20713 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 19741 | |
| 4 | 962 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20713 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 19741 | |
| 4 | 962 | 4.6% |
| 0 | 5 | < 0.1% |
| 3 | 4 | < 0.1% |
| 2 | 1 | < 0.1% |
number_of_rooms
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9270265 |
| Minimum | 0 |
|---|---|
| Maximum | 10.5 |
| Zeros | 7538 |
| Zeros (%) | 36.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1.5 |
| Q3 | 3.5 |
| 95-th percentile | 4.5 |
| Maximum | 10.5 |
| Range | 10.5 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 1.8390604 |
|---|---|
| Coefficient of variation (CV) | 0.95435139 |
| Kurtosis | -0.80010623 |
| Mean | 1.9270265 |
| Median Absolute Deviation (MAD) | 1.5 |
| Skewness | 0.47071017 |
| Sum | 39914.5 |
| Variance | 3.3821432 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 0 | 7538 | |
| 3.5 | 2943 | 14.2% |
| 1 | 2425 | 11.7% |
| 4.5 | 2078 | 10.0% |
| 2.5 | 1956 | 9.4% |
| 3 | 1003 | 4.8% |
| 2 | 708 | 3.4% |
| 4 | 606 | 2.9% |
| 1.5 | 552 | 2.7% |
| 5.5 | 521 | 2.5% |
| Other values (10) | 383 | 1.8% |
| Value | Count | Frequency (%) |
| 0 | 7538 | |
| 1 | 2425 | 11.7% |
| 1.5 | 552 | 2.7% |
| 2 | 708 | 3.4% |
| 2.5 | 1956 | 9.4% |
| 3 | 1003 | 4.8% |
| 3.5 | 2943 | 14.2% |
| 4 | 606 | 2.9% |
| 4.5 | 2078 | 10.0% |
| 5 | 124 | 0.6% |
| Value | Count | Frequency (%) |
| 10.5 | 1 | < 0.1% |
| 10 | 7 | < 0.1% |
| 9 | 4 | < 0.1% |
| 8.5 | 12 | 0.1% |
| 8 | 13 | 0.1% |
| 7.5 | 36 | 0.2% |
| 7 | 24 | 0.1% |
| 6.5 | 106 | 0.5% |
| 6 | 56 | 0.3% |
| 5.5 | 521 |
floor
Real number (ℝ)
ZEROS
| Distinct | 33 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.2988461 |
| Minimum | -8 |
|---|---|
| Maximum | 31 |
| Zeros | 7061 |
| Zeros (%) | 34.1% |
| Negative | 2171 |
| Negative (%) | 10.5% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | -8 |
|---|---|
| 5-th percentile | -1 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 5 |
| Maximum | 31 |
| Range | 39 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.1092934 |
|---|---|
| Coefficient of variation (CV) | 1.6239748 |
| Kurtosis | 14.86672 |
| Mean | 1.2988461 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4330329 |
| Sum | 26903 |
| Variance | 4.4491185 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) |
| 0 | 7061 | |
| 1 | 3607 | |
| 2 | 3294 | |
| 3 | 2249 | 10.9% |
| -1 | 1764 | 8.5% |
| 4 | 1134 | 5.5% |
| 5 | 565 | 2.7% |
| -2 | 291 | 1.4% |
| 6 | 254 | 1.2% |
| 7 | 112 | 0.5% |
| Other values (23) | 382 | 1.8% |
| Value | Count | Frequency (%) |
| -8 | 1 | < 0.1% |
| -6 | 2 | < 0.1% |
| -5 | 6 | < 0.1% |
| -4 | 34 | 0.2% |
| -3 | 73 | 0.4% |
| -2 | 291 | 1.4% |
| -1 | 1764 | 8.5% |
| 0 | 7061 | |
| 1 | 3607 | |
| 2 | 3294 |
| Value | Count | Frequency (%) |
| 31 | 1 | < 0.1% |
| 25 | 1 | < 0.1% |
| 24 | 3 | < 0.1% |
| 23 | 3 | < 0.1% |
| 22 | 2 | < 0.1% |
| 21 | 2 | < 0.1% |
| 19 | 3 | < 0.1% |
| 18 | 7 | |
| 17 | 4 | |
| 16 | 8 |
is_furnished
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 161.9 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 62139 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 17750 | |
| 1.0 | 2963 | 14.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 17750 | |
| 1.0 | 2963 | 14.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 38463 | |
| . | 20713 | |
| 1 | 2963 | 4.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 38463 | |
| . | 20713 | |
| 1 | 2963 | 4.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 38463 | |
| . | 20713 | |
| 1 | 2963 | 4.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 38463 | |
| . | 20713 | |
| 1 | 2963 | 4.8% |
is_temporary
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 161.9 KiB |
| 0.0 | |
|---|---|
| 1.0 | 1352 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 62139 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 1.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 19361 | |
| 1.0 | 1352 | 6.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 19361 | |
| 1.0 | 1352 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 40074 | |
| . | 20713 | |
| 1 | 1352 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40074 | |
| . | 20713 | |
| 1 | 1352 | 2.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40074 | |
| . | 20713 | |
| 1 | 1352 | 2.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40074 | |
| . | 20713 | |
| 1 | 1352 | 2.2% |
is_selling_furniture
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 161.9 KiB |
| 0.0 | |
|---|---|
| 1.0 | 493 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 62139 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 20220 | |
| 1.0 | 493 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 20220 | |
| 1.0 | 493 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 40933 | |
| . | 20713 | |
| 1 | 493 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40933 | |
| . | 20713 | |
| 1 | 493 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40933 | |
| . | 20713 | |
| 1 | 493 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 40933 | |
| . | 20713 | |
| 1 | 493 | 0.8% |
zipcode
Real number (ℝ)
HIGH CORRELATION
| Distinct | 1744 |
|---|---|
| Distinct (%) | 8.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5563.7576 |
| Minimum | 1000 |
|---|---|
| Maximum | 9657 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 1146 |
| Q1 | 3097 |
| median | 5430 |
| Q3 | 8152 |
| 95-th percentile | 9016 |
| Maximum | 9657 |
| Range | 8657 |
| Interquartile range (IQR) | 5055 |
Descriptive statistics
| Standard deviation | 2743.8318 |
|---|---|
| Coefficient of variation (CV) | 0.49316163 |
| Kurtosis | -1.3984882 |
| Mean | 5563.7576 |
| Median Absolute Deviation (MAD) | 2620 |
| Skewness | -0.16886561 |
| Sum | 1.1524211 × 108 |
| Variance | 7528612.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9000 | 432 | 2.1% |
| 1700 | 313 | 1.5% |
| 8050 | 277 | 1.3% |
| 8004 | 244 | 1.2% |
| 2300 | 192 | 0.9% |
| 8048 | 179 | 0.9% |
| 4052 | 179 | 0.9% |
| 8400 | 175 | 0.8% |
| 4123 | 159 | 0.8% |
| 8003 | 154 | 0.7% |
| Other values (1734) | 18409 |
| Value | Count | Frequency (%) |
| 1000 | 6 | < 0.1% |
| 1001 | 1 | < 0.1% |
| 1002 | 2 | < 0.1% |
| 1003 | 86 | |
| 1004 | 84 | |
| 1005 | 31 | 0.1% |
| 1006 | 45 | |
| 1007 | 70 | |
| 1008 | 50 | |
| 1009 | 43 |
| Value | Count | Frequency (%) |
| 9657 | 3 | < 0.1% |
| 9656 | 4 | < 0.1% |
| 9650 | 5 | < 0.1% |
| 9643 | 2 | < 0.1% |
| 9642 | 1 | < 0.1% |
| 9630 | 18 | |
| 9620 | 5 | < 0.1% |
| 9615 | 2 | < 0.1% |
| 9607 | 2 | < 0.1% |
| 9606 | 11 |
city
Real number (ℝ)
| Distinct | 2158 |
|---|---|
| Distinct (%) | 10.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1120.006 |
| Minimum | 0 |
|---|---|
| Maximum | 2157 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 127 |
| Q1 | 500 |
| median | 1101 |
| Q3 | 1732 |
| 95-th percentile | 2065 |
| Maximum | 2157 |
| Range | 2157 |
| Interquartile range (IQR) | 1232 |
Descriptive statistics
| Standard deviation | 683.64812 |
|---|---|
| Coefficient of variation (CV) | 0.61039684 |
| Kurtosis | -1.3496431 |
| Mean | 1120.006 |
| Median Absolute Deviation (MAD) | 608 |
| Skewness | -0.059066146 |
| Sum | 23198684 |
| Variance | 467374.75 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2065 | 1969 | 9.5% |
| 146 | 956 | 4.6% |
| 1678 | 630 | 3.0% |
| 178 | 543 | 2.6% |
| 2054 | 470 | 2.3% |
| 976 | 454 | 2.2% |
| 1992 | 354 | 1.7% |
| 644 | 312 | 1.5% |
| 675 | 268 | 1.3% |
| 1055 | 203 | 1.0% |
| Other values (2148) | 14554 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 1 | 1 | < 0.1% |
| 2 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 7 | < 0.1% |
| 5 | 93 | |
| 6 | 19 | 0.1% |
| 7 | 4 | < 0.1% |
| 8 | 27 | 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 2157 | 1 | < 0.1% |
| 2156 | 1 | < 0.1% |
| 2155 | 11 | |
| 2154 | 16 | |
| 2153 | 1 | < 0.1% |
| 2152 | 1 | < 0.1% |
| 2151 | 1 | < 0.1% |
| 2150 | 1 | < 0.1% |
| 2149 | 1 | < 0.1% |
| 2148 | 1 | < 0.1% |
latitude
Real number (ℝ)
HIGH CORRELATION
| Distinct | 16148 |
|---|---|
| Distinct (%) | 78.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.159021 |
| Minimum | 45.826182 |
|---|---|
| Maximum | 47.793652 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | 45.826182 |
|---|---|
| 5-th percentile | 46.213842 |
| Q1 | 46.956562 |
| median | 47.346442 |
| Q3 | 47.430642 |
| 95-th percentile | 47.560042 |
| Maximum | 47.793652 |
| Range | 1.96747 |
| Interquartile range (IQR) | 0.47408001 |
Descriptive statistics
| Standard deviation | 0.40426707 |
|---|---|
| Coefficient of variation (CV) | 0.008572423 |
| Kurtosis | 0.67415433 |
| Mean | 47.159021 |
| Median Absolute Deviation (MAD) | 0.16956 |
| Skewness | -1.2398413 |
| Sum | 976804.8 |
| Variance | 0.16343187 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 46.77822161 | 27 | 0.1% |
| 46.0127616 | 23 | 0.1% |
| 47.43064161 | 22 | 0.1% |
| 47.4241816 | 21 | 0.1% |
| 47.1131916 | 20 | 0.1% |
| 46.23478161 | 18 | 0.1% |
| 47.11767161 | 15 | 0.1% |
| 47.21403161 | 15 | 0.1% |
| 47.44245161 | 14 | 0.1% |
| 47.1582316 | 14 | 0.1% |
| Other values (16138) | 20524 |
| Value | Count | Frequency (%) |
| 45.8261816 | 1 | < 0.1% |
| 45.8310216 | 1 | < 0.1% |
| 45.8322416 | 3 | |
| 45.8329516 | 2 | |
| 45.8332216 | 1 | < 0.1% |
| 45.83389161 | 2 | |
| 45.8353816 | 1 | < 0.1% |
| 45.8357516 | 1 | < 0.1% |
| 45.8379816 | 1 | < 0.1% |
| 45.83800161 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 47.79365161 | 1 | |
| 47.7680316 | 1 | |
| 47.7566216 | 1 | |
| 47.75052161 | 1 | |
| 47.75009161 | 1 | |
| 47.75003161 | 1 | |
| 47.7495116 | 1 | |
| 47.7469616 | 1 | |
| 47.74692161 | 1 | |
| 47.74690161 | 1 |
longitude
Real number (ℝ)
HIGH CORRELATION
| Distinct | 16486 |
|---|---|
| Distinct (%) | 79.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.0244014 |
| Minimum | 5.9918812 |
|---|---|
| Maximum | 10.364311 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | 5.9918812 |
|---|---|
| 5-th percentile | 6.5684812 |
| Q1 | 7.4677812 |
| median | 8.2070612 |
| Q3 | 8.5875712 |
| 95-th percentile | 9.3810212 |
| Maximum | 10.364311 |
| Range | 4.37243 |
| Interquartile range (IQR) | 1.11979 |
Descriptive statistics
| Standard deviation | 0.84775823 |
|---|---|
| Coefficient of variation (CV) | 0.10564754 |
| Kurtosis | -0.62952085 |
| Mean | 8.0244014 |
| Median Absolute Deviation (MAD) | 0.61179 |
| Skewness | -0.28703371 |
| Sum | 166209.43 |
| Variance | 0.71869401 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.156761234 | 27 | 0.1% |
| 8.96301124 | 23 | 0.1% |
| 6.840561235 | 23 | 0.1% |
| 9.383271235 | 22 | 0.1% |
| 8.558061235 | 21 | 0.1% |
| 7.301061235 | 20 | 0.1% |
| 6.124081239 | 18 | 0.1% |
| 7.785771235 | 15 | 0.1% |
| 8.521711235 | 13 | 0.1% |
| 8.965131235 | 13 | 0.1% |
| Other values (16476) | 20518 |
| Value | Count | Frequency (%) |
| 5.991881235 | 1 | |
| 5.993681235 | 1 | |
| 6.019591235 | 1 | |
| 6.019631235 | 1 | |
| 6.036691235 | 1 | |
| 6.049101235 | 1 | |
| 6.061721235 | 1 | |
| 6.062851235 | 1 | |
| 6.066581235 | 1 | |
| 6.067841235 | 1 |
| Value | Count | Frequency (%) |
| 10.36431123 | 1 | |
| 10.29604123 | 1 | |
| 10.09659123 | 1 | |
| 9.880551235 | 1 | |
| 9.875381235 | 1 | |
| 9.868861235 | 1 | |
| 9.833921236 | 1 | |
| 9.831621235 | 1 | |
| 9.824991235 | 1 | |
| 9.824821235 | 1 |
year_built
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 179 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 38.998547 |
| Minimum | -2 |
|---|---|
| Maximum | 224 |
| Zeros | 365 |
| Zeros (%) | 1.8% |
| Negative | 41 |
| Negative (%) | 0.2% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 38.946387 |
| median | 38.946387 |
| Q3 | 38.946387 |
| 95-th percentile | 69 |
| Maximum | 224 |
| Range | 226 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 21.681407 |
|---|---|
| Coefficient of variation (CV) | 0.55595423 |
| Kurtosis | 14.297883 |
| Mean | 38.998547 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.4436148 |
| Sum | 807776.91 |
| Variance | 470.08343 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38.94638748 | 12536 | |
| 0 | 365 | 1.8% |
| 1 | 239 | 1.2% |
| 2 | 188 | 0.9% |
| 6 | 184 | 0.9% |
| 7 | 176 | 0.8% |
| 54 | 167 | 0.8% |
| 5 | 163 | 0.8% |
| 9 | 163 | 0.8% |
| 8 | 160 | 0.8% |
| Other values (169) | 6372 |
| Value | Count | Frequency (%) |
| -2 | 9 | < 0.1% |
| -1 | 32 | 0.2% |
| 0 | 365 | |
| 1 | 239 | |
| 2 | 188 | |
| 3 | 157 | |
| 4 | 143 | 0.7% |
| 5 | 163 | |
| 6 | 184 | |
| 7 | 176 |
| Value | Count | Frequency (%) |
| 224 | 18 | |
| 219 | 1 | < 0.1% |
| 217 | 1 | < 0.1% |
| 216 | 2 | < 0.1% |
| 213 | 2 | < 0.1% |
| 212 | 2 | < 0.1% |
| 209 | 2 | < 0.1% |
| 206 | 1 | < 0.1% |
| 204 | 2 | < 0.1% |
| 199 | 1 | < 0.1% |
year_renovated
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 152 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.567108 |
| Minimum | -3 |
|---|---|
| Maximum | 224 |
| Zeros | 895 |
| Zeros (%) | 4.3% |
| Negative | 50 |
| Negative (%) | 0.2% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | -3 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 15 |
| median | 38.946387 |
| Q3 | 38.946387 |
| 95-th percentile | 55 |
| Maximum | 224 |
| Range | 227 |
| Interquartile range (IQR) | 23.946387 |
Descriptive statistics
| Standard deviation | 19.387146 |
|---|---|
| Coefficient of variation (CV) | 0.61415653 |
| Kurtosis | 7.3682444 |
| Mean | 31.567108 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.058426 |
| Sum | 653849.51 |
| Variance | 375.86141 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 38.94638748 | 11443 | |
| 0 | 895 | 4.3% |
| 1 | 600 | 2.9% |
| 2 | 431 | 2.1% |
| 3 | 341 | 1.6% |
| 4 | 332 | 1.6% |
| 7 | 325 | 1.6% |
| 6 | 324 | 1.6% |
| 5 | 312 | 1.5% |
| 9 | 277 | 1.3% |
| Other values (142) | 5433 |
| Value | Count | Frequency (%) |
| -3 | 1 | < 0.1% |
| -2 | 9 | < 0.1% |
| -1 | 40 | 0.2% |
| 0 | 895 | |
| 1 | 600 | |
| 2 | 431 | |
| 3 | 341 | 1.6% |
| 4 | 332 | 1.6% |
| 5 | 312 | 1.5% |
| 6 | 324 | 1.6% |
| Value | Count | Frequency (%) |
| 224 | 5 | |
| 188 | 2 | < 0.1% |
| 187 | 1 | < 0.1% |
| 178 | 2 | < 0.1% |
| 174 | 3 | |
| 172 | 1 | < 0.1% |
| 170 | 1 | < 0.1% |
| 166 | 1 | < 0.1% |
| 163 | 3 | |
| 162 | 2 | < 0.1% |
moving_date_type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 161.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 0 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 20713 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 2 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 7313 | |
| 2 | 7248 | |
| 0 | 6152 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 7313 | |
| 2 | 7248 | |
| 0 | 6152 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 7313 | |
| 2 | 7248 | |
| 0 | 6152 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 20713 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7313 | |
| 2 | 7248 | |
| 0 | 6152 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 20713 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7313 | |
| 2 | 7248 | |
| 0 | 6152 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 20713 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 7313 | |
| 2 | 7248 | |
| 0 | 6152 |
reserved
Categorical
IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 161.9 KiB |
| 0.0 | |
|---|---|
| 1.0 | 7 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 62139 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 20706 | |
| 1.0 | 7 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 20706 | |
| 1.0 | 7 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 41419 | |
| . | 20713 | |
| 1 | 7 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41419 | |
| . | 20713 | |
| 1 | 7 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41419 | |
| . | 20713 | |
| 1 | 7 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 62139 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 41419 | |
| . | 20713 | |
| 1 | 7 | < 0.1% |
livingspace
Real number (ℝ)
HIGH CORRELATION SKEWED ZEROS
| Distinct | 605 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 81.059962 |
| Minimum | 0 |
|---|---|
| Maximum | 90000 |
| Zeros | 5960 |
| Zeros (%) | 28.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 161.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 58 |
| Q3 | 94 |
| 95-th percentile | 196 |
| Maximum | 90000 |
| Range | 90000 |
| Interquartile range (IQR) | 94 |
Descriptive statistics
| Standard deviation | 673.65857 |
|---|---|
| Coefficient of variation (CV) | 8.3106203 |
| Kurtosis | 15398.293 |
| Mean | 81.059962 |
| Median Absolute Deviation (MAD) | 46 |
| Skewness | 117.29593 |
| Sum | 1678995 |
| Variance | 453815.87 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 5960 | |
| 70 | 370 | 1.8% |
| 80 | 336 | 1.6% |
| 100 | 320 | 1.5% |
| 90 | 285 | 1.4% |
| 75 | 277 | 1.3% |
| 60 | 262 | 1.3% |
| 65 | 255 | 1.2% |
| 85 | 237 | 1.1% |
| 12 | 237 | 1.1% |
| Other values (595) | 12174 |
| Value | Count | Frequency (%) |
| 0 | 5960 | |
| 1 | 16 | 0.1% |
| 2 | 27 | 0.1% |
| 3 | 10 | < 0.1% |
| 4 | 8 | < 0.1% |
| 5 | 4 | < 0.1% |
| 6 | 10 | < 0.1% |
| 7 | 14 | 0.1% |
| 8 | 27 | 0.1% |
| 9 | 20 | 0.1% |
| Value | Count | Frequency (%) |
| 90000 | 1 | |
| 23000 | 1 | |
| 11000 | 1 | |
| 8033 | 1 | |
| 8000 | 1 | |
| 6000 | 1 | |
| 5443 | 2 | |
| 3934 | 1 | |
| 3892 | 1 | |
| 3773 | 1 |
| city | floor | is_furnished | is_selling_furniture | is_temporary | latitude | livingspace | longitude | moving_date_type | number_of_rooms | object_category | object_type | price_display | price_display_type | price_unit | reserved | year_built | year_renovated | zipcode | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| city | 1.000 | -0.013 | 0.191 | 0.062 | 0.171 | 0.045 | -0.059 | 0.298 | 0.059 | -0.047 | 0.068 | 0.058 | 0.037 | 0.025 | 0.010 | 0.000 | -0.014 | -0.015 | 0.308 |
| floor | -0.013 | 1.000 | 0.129 | 0.048 | 0.070 | 0.004 | 0.337 | -0.027 | 0.131 | 0.469 | -0.460 | -0.341 | 0.409 | 0.023 | 0.000 | 0.000 | 0.032 | -0.034 | -0.041 |
| is_furnished | 0.191 | 0.129 | 1.000 | 0.028 | 0.481 | 0.025 | -0.039 | 0.114 | 0.176 | 0.055 | 0.001 | 0.125 | 0.158 | 0.081 | 0.083 | 0.000 | -0.011 | 0.024 | 0.102 |
| is_selling_furniture | 0.062 | 0.048 | 0.028 | 1.000 | 0.006 | 0.008 | 0.005 | 0.035 | 0.070 | 0.037 | -0.011 | -0.033 | 0.035 | 0.014 | 0.044 | 0.000 | -0.029 | -0.034 | 0.035 |
| is_temporary | 0.171 | 0.070 | 0.481 | 0.006 | 1.000 | 0.038 | 0.014 | 0.077 | 0.157 | 0.061 | 0.007 | 0.036 | 0.070 | 0.027 | 0.028 | 0.000 | -0.007 | 0.039 | 0.084 |
| latitude | 0.045 | 0.004 | 0.025 | 0.008 | 0.038 | 1.000 | -0.010 | 0.456 | 0.078 | -0.016 | 0.042 | 0.015 | -0.043 | 0.024 | 0.017 | 0.000 | 0.001 | -0.055 | 0.537 |
| livingspace | -0.059 | 0.337 | -0.039 | 0.005 | 0.014 | -0.010 | 1.000 | -0.029 | 0.005 | 0.458 | -0.423 | -0.232 | 0.604 | 0.053 | 0.028 | 0.000 | -0.073 | -0.173 | -0.038 |
| longitude | 0.298 | -0.027 | 0.114 | 0.035 | 0.077 | 0.456 | -0.029 | 1.000 | 0.079 | -0.033 | 0.076 | 0.070 | -0.037 | 0.034 | 0.015 | 0.000 | -0.043 | -0.095 | 0.944 |
| moving_date_type | 0.059 | 0.131 | 0.176 | 0.070 | 0.157 | 0.078 | 0.005 | 0.079 | 1.000 | -0.037 | 0.078 | 0.018 | -0.136 | 0.122 | 0.086 | 0.017 | 0.013 | 0.049 | -0.031 |
| number_of_rooms | -0.047 | 0.469 | 0.055 | 0.037 | 0.061 | -0.016 | 0.458 | -0.033 | -0.037 | 1.000 | -0.747 | -0.631 | 0.636 | 0.227 | 0.113 | 0.007 | -0.012 | -0.147 | -0.041 |
| object_category | 0.068 | -0.460 | 0.001 | -0.011 | 0.007 | 0.042 | -0.423 | 0.076 | 0.078 | -0.747 | 1.000 | 0.795 | -0.653 | 0.496 | 0.249 | 0.000 | -0.003 | 0.116 | 0.099 |
| object_type | 0.058 | -0.341 | 0.125 | -0.033 | 0.036 | 0.015 | -0.232 | 0.070 | 0.018 | -0.631 | 0.795 | 1.000 | -0.408 | 0.345 | 0.175 | 0.000 | -0.006 | 0.106 | 0.083 |
| price_display | 0.037 | 0.409 | 0.158 | 0.035 | 0.070 | -0.043 | 0.604 | -0.037 | -0.136 | 0.636 | -0.653 | -0.408 | 1.000 | 0.018 | 0.000 | 0.000 | -0.074 | -0.150 | -0.044 |
| price_display_type | 0.025 | 0.023 | 0.081 | 0.014 | 0.027 | 0.024 | 0.053 | 0.034 | 0.122 | 0.227 | 0.496 | 0.345 | 0.018 | 1.000 | 1.000 | 0.000 | 0.034 | 0.024 | -0.022 |
| price_unit | 0.010 | 0.000 | 0.083 | 0.044 | 0.028 | 0.017 | 0.028 | 0.015 | 0.086 | 0.113 | 0.249 | 0.175 | 0.000 | 1.000 | 1.000 | 0.000 | -0.035 | -0.025 | 0.022 |
| reserved | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.017 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | -0.014 | -0.025 | -0.005 |
| year_built | -0.014 | 0.032 | -0.011 | -0.029 | -0.007 | 0.001 | -0.073 | -0.043 | 0.013 | -0.012 | -0.003 | -0.006 | -0.074 | 0.034 | -0.035 | -0.014 | 1.000 | 0.516 | -0.053 |
| year_renovated | -0.015 | -0.034 | 0.024 | -0.034 | 0.039 | -0.055 | -0.173 | -0.095 | 0.049 | -0.147 | 0.116 | 0.106 | -0.150 | 0.024 | -0.025 | -0.025 | 0.516 | 1.000 | -0.096 |
| zipcode | 0.308 | -0.041 | 0.102 | 0.035 | 0.084 | 0.537 | -0.038 | 0.944 | -0.031 | -0.041 | 0.099 | 0.083 | -0.044 | -0.022 | 0.022 | -0.005 | -0.053 | -0.096 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| object_category | object_type | price_display | price_display_type | price_unit | number_of_rooms | floor | is_furnished | is_temporary | is_selling_furniture | zipcode | city | latitude | longitude | year_built | year_renovated | moving_date_type | reserved | livingspace | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5 | 27 | 130.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5600 | 1004 | 47.384753 | 8.182750 | 38.946387 | 38.946387 | 0 | 0.0 | 0.0 |
| 1 | 4 | 4 | 2325.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8600 | 500 | 47.397886 | 8.600850 | 6.000000 | 6.000000 | 2 | 0.0 | 119.0 |
| 2 | 0 | 51 | 610.0 | 1 | 1 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 9008 | 1678 | 47.442430 | 9.392510 | 38.946387 | 38.946387 | 1 | 0.0 | 17.0 |
| 3 | 8 | 47 | 1350.0 | 1 | 1 | 1.0 | 5.0 | 1.0 | 1.0 | 0.0 | 8005 | 2065 | 47.389303 | 8.513200 | 20.000000 | 20.000000 | 1 | 0.0 | 18.0 |
| 4 | 0 | 2 | 2370.0 | 1 | 1 | 2.5 | 0.0 | 0.0 | 0.0 | 0.0 | 2000 | 1190 | 46.798803 | 6.855010 | 20.000000 | 20.000000 | 2 | 0.0 | 145.0 |
| 5 | 4 | 41 | 110.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8280 | 913 | 47.651983 | 9.170387 | 38.946387 | 38.946387 | 2 | 0.0 | 0.0 |
| 6 | 5 | 39 | 40.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4208 | 1236 | 47.393500 | 7.614562 | 38.946387 | 38.946387 | 2 | 0.0 | 0.0 |
| 7 | 4 | 41 | 95.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4632 | 1787 | 47.370160 | 7.914666 | 38.946387 | 38.946387 | 2 | 0.0 | 0.0 |
| 8 | 5 | 27 | 95.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4226 | 251 | 47.402291 | 7.544379 | 38.946387 | 38.946387 | 2 | 0.0 | 0.0 |
| 9 | 5 | 39 | 60.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 5018 | 565 | 47.397901 | 8.016529 | 38.946387 | 38.946387 | 0 | 0.0 | 0.0 |
| object_category | object_type | price_display | price_display_type | price_unit | number_of_rooms | floor | is_furnished | is_temporary | is_selling_furniture | zipcode | city | latitude | longitude | year_built | year_renovated | moving_date_type | reserved | livingspace | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 20703 | 8 | 47 | 1100.0 | 1 | 1 | 1.0 | 2.0 | 0.0 | 1.0 | 0.0 | 8055 | 2065 | 47.371892 | 8.511351 | 38.946387 | 38.946387 | 1 | 0.0 | 0.0 |
| 20704 | 5 | 27 | 130.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8604 | 1895 | 47.406122 | 8.681111 | 38.946387 | 38.946387 | 2 | 0.0 | 0.0 |
| 20705 | 8 | 47 | 1137.0 | 1 | 1 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 8004 | 2065 | 47.380802 | 8.517321 | 174.000000 | 14.000000 | 2 | 0.0 | 105.0 |
| 20706 | 0 | 2 | 3270.0 | 1 | 1 | 3.5 | 2.0 | 1.0 | 0.0 | 0.0 | 8048 | 2054 | 47.384872 | 8.493651 | 6.000000 | 6.000000 | 1 | 0.0 | 102.0 |
| 20707 | 8 | 47 | 1390.0 | 1 | 1 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 8002 | 2065 | 47.364472 | 8.533621 | 38.946387 | 38.946387 | 2 | 0.0 | 0.0 |
| 20708 | 8 | 47 | 1290.0 | 1 | 1 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 8006 | 2065 | 47.389972 | 8.537591 | 94.000000 | 5.000000 | 2 | 0.0 | 16.0 |
| 20709 | 0 | 2 | 2500.0 | 1 | 1 | 4.0 | 1.0 | 0.0 | 0.0 | 0.0 | 8302 | 905 | 47.444872 | 8.581141 | 64.000000 | 1.000000 | 1 | 0.0 | 74.0 |
| 20710 | 8 | 47 | 600.0 | 1 | 1 | 1.0 | 0.0 | 1.0 | 0.0 | 0.0 | 2503 | 201 | 47.128942 | 7.260541 | 82.000000 | 16.000000 | 0 | 0.0 | 60.0 |
| 20711 | 0 | 2 | 1125.0 | 1 | 1 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 3065 | 233 | 46.973662 | 7.489331 | 0.000000 | 0.000000 | 0 | 0.0 | 27.0 |
| 20712 | 0 | 2 | 2050.0 | 1 | 1 | 3.5 | 2.0 | 0.0 | 0.0 | 0.0 | 8953 | 478 | 47.405812 | 8.403451 | 38.946387 | 38.946387 | 1 | 0.0 | 92.0 |
Most frequently occurring
| object_category | object_type | price_display | price_display_type | price_unit | number_of_rooms | floor | is_furnished | is_temporary | is_selling_furniture | zipcode | city | latitude | longitude | year_built | year_renovated | moving_date_type | reserved | livingspace | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 137 | 5 | 27 | 250.0 | 1 | 1 | 0.0 | -2.0 | 0.0 | 0.0 | 0.0 | 1218 | 981 | 46.234782 | 6.124081 | 12.000000 | 12.000000 | 2 | 0.0 | 0.0 | 14 |
| 84 | 5 | 27 | 100.0 | 1 | 1 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 8718 | 1599 | 47.158232 | 9.072891 | 35.000000 | 35.000000 | 2 | 0.0 | 1.0 | 7 |
| 133 | 5 | 27 | 230.0 | 1 | 1 | 0.0 | -2.0 | 0.0 | 0.0 | 0.0 | 1203 | 675 | 46.205032 | 6.127951 | 19.000000 | 19.000000 | 2 | 0.0 | 0.0 | 7 |
| 74 | 5 | 16 | 40.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1022 | 366 | 46.533062 | 6.580471 | 59.000000 | 17.000000 | 2 | 0.0 | 0.0 | 6 |
| 75 | 5 | 16 | 40.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1022 | 366 | 46.533732 | 6.580701 | 63.000000 | 21.000000 | 2 | 0.0 | 0.0 | 6 |
| 85 | 5 | 27 | 100.0 | 1 | 1 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 8718 | 1599 | 47.158232 | 9.072891 | 35.000000 | 35.000000 | 2 | 0.0 | 14.0 | 6 |
| 152 | 5 | 39 | 85.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 1400 | 2027 | 46.768562 | 6.641471 | 51.000000 | 14.000000 | 2 | 0.0 | 11.0 | 5 |
| 160 | 5 | 39 | 110.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2300 | 932 | 47.091442 | 6.812281 | 38.946387 | 38.946387 | 2 | 0.0 | 0.0 | 5 |
| 138 | 5 | 27 | 250.0 | 1 | 1 | 0.0 | -1.0 | 0.0 | 0.0 | 0.0 | 1218 | 981 | 46.234782 | 6.124081 | 12.000000 | 12.000000 | 2 | 0.0 | 0.0 | 4 |
| 145 | 5 | 39 | 50.0 | 1 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 2068 | 780 | 47.016422 | 6.974371 | 38.946387 | 38.946387 | 2 | 0.0 | 0.0 | 4 |